VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  414.85         	|  100 %          	|
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run_training_epoch                 	|  5.6688         	|63             	|  357.13         	|  86.087         	|
run_training_batch                 	|  0.23745        	|1000           	|  237.45         	|  57.237         	|
optimizer_step_with_closure_0      	|  0.23561        	|1000           	|  235.61         	|  56.795         	|
training_step_and_backward         	|  0.17419        	|1000           	|  174.19         	|  41.988         	|
model_forward                      	|  0.087033       	|1000           	|  87.033         	|  20.979         	|
training_step                      	|  0.086873       	|1000           	|  86.873         	|  20.941         	|
backward                           	|  0.085842       	|1000           	|  85.842         	|  20.692         	|
run_validate_evaluation            	|  29.532         	|1              	|  29.532         	|  7.1186         	|
evaluation_step_and_end            	|  0.083683       	|313            	|  26.193         	|  6.3138         	|
validation_step                    	|  0.083616       	|313            	|  26.172         	|  6.3087         	|
get_train_batch                    	|  0.023671       	|1063           	|  25.162         	|  6.0654         	|
fetch_next_train_batch             	|  0.023649       	|1063           	|  25.139         	|  6.0597         	|
on_train_batch_end                 	|  0.00146        	|1000           	|  1.46           	|  0.35193        	|
zero_grad                          	|  0.0012876      	|1000           	|  1.2876         	|  0.31038        	|
get_validate_batch                 	|  0.0029142      	|314            	|  0.91505        	|  0.22057        	|
fetch_next_validate_batch          	|  0.0028967      	|314            	|  0.90955        	|  0.21925        	|
training_batch_to_device           	|  0.00029551     	|1000           	|  0.29551        	|  0.071232       	|
on_train_batch_start               	|  9.1168e-05     	|1000           	|  0.091168       	|  0.021976       	|
evaluation_batch_to_device         	|  0.00020218     	|313            	|  0.063283       	|  0.015254       	|
on_train_end                       	|  0.045047       	|1              	|  0.045047       	|  0.010859       	|
on_pretrain_routine_start          	|  0.022498       	|1              	|  0.022498       	|  0.0054233      	|
on_batch_start                     	|  2.1913e-05     	|1000           	|  0.021913       	|  0.0052822      	|
on_train_epoch_start               	|  0.00033215     	|63             	|  0.020926       	|  0.0050442      	|
on_train_epoch_end                 	|  0.00031246     	|63             	|  0.019685       	|  0.0047451      	|
on_after_backward                  	|  1.6244e-05     	|1000           	|  0.016244       	|  0.0039156      	|
on_batch_end                       	|  1.4247e-05     	|1000           	|  0.014247       	|  0.0034342      	|
on_before_zero_grad                	|  1.4018e-05     	|1000           	|  0.014018       	|  0.0033791      	|
on_before_backward                 	|  1.1454e-05     	|1000           	|  0.011454       	|  0.0027611      	|
on_before_optimizer_step           	|  1.1208e-05     	|1000           	|  0.011208       	|  0.0027017      	|
configure_optimizers               	|  0.010754       	|1              	|  0.010754       	|  0.0025924      	|
on_validation_batch_end            	|  2.4566e-05     	|313            	|  0.0076893      	|  0.0018535      	|
training_step_end                  	|  6.2065e-06     	|1000           	|  0.0062065      	|  0.0014961      	|
on_validation_model_eval           	|  0.0038476      	|1              	|  0.0038476      	|  0.00092746     	|
on_validation_batch_start          	|  1.1989e-05     	|313            	|  0.0037525      	|  0.00090455     	|
validation_step_end                	|  5.6112e-06     	|313            	|  0.0017563      	|  0.00042336     	|
on_train_start                     	|  0.0010157      	|1              	|  0.0010157      	|  0.00024485     	|
on_epoch_start                     	|  1.103e-05      	|64             	|  0.00070594     	|  0.00017017     	|
on_epoch_end                       	|  1.0856e-05     	|64             	|  0.00069479     	|  0.00016748     	|
on_validation_start                	|  0.00036426     	|1              	|  0.00036426     	|  8.7804e-05     	|
on_validation_end                  	|  0.00012291     	|1              	|  0.00012291     	|  2.9627e-05     	|
setup                              	|  3.9676e-05     	|2              	|  7.9352e-05     	|  1.9128e-05     	|
teardown                           	|  3.543e-05      	|2              	|  7.0861e-05     	|  1.7081e-05     	|
on_before_accelerator_backend_setup	|  2.9868e-05     	|2              	|  5.9735e-05     	|  1.4399e-05     	|
on_configure_sharded_model         	|  2.2866e-05     	|2              	|  4.5732e-05     	|  1.1024e-05     	|
on_fit_end                         	|  3.9322e-05     	|1              	|  3.9322e-05     	|  9.4787e-06     	|
on_fit_start                       	|  3.3276e-05     	|1              	|  3.3276e-05     	|  8.0212e-06     	|
on_validation_epoch_end            	|  2.8908e-05     	|1              	|  2.8908e-05     	|  6.9684e-06     	|
prepare_data                       	|  1.1548e-05     	|2              	|  2.3097e-05     	|  5.5675e-06     	|
on_pretrain_routine_end            	|  1.8617e-05     	|1              	|  1.8617e-05     	|  4.4877e-06     	|
on_val_dataloader                  	|  7.2392e-06     	|2              	|  1.4478e-05     	|  3.49e-06       	|
configure_callbacks                	|  6.2687e-06     	|2              	|  1.2537e-05     	|  3.0222e-06     	|
configure_sharded_model            	|  5.682e-06      	|2              	|  1.1364e-05     	|  2.7393e-06     	|
on_validation_epoch_start          	|  8.7544e-06     	|1              	|  8.7544e-06     	|  2.1103e-06     	|
on_train_dataloader                	|  6.8396e-06     	|1              	|  6.8396e-06     	|  1.6487e-06     	|
